List your company
ResearchFormerly WizWand

OOD Detection on CIFAR-100 (ID) vs TImageNet (OOD)

0.9424AUROCNGC
0.4147040.5517020.68870.825698Aug 25, 2021Jun 10, 2022Mar 26, 2023Jan 9, 2024Oct 24, 2024Aug 9, 2025May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
NGCSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.9424
ODINSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.9136
MSPSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.8659
Bootstrap DistillUncertainty Measure=Differential Entropy (Dent)2024.020.841
END2Uncertainty Measure=Differential Entropy (Dent)2024.020.832
MoDEXsetting=standard, uncertainty_estimate=epistemic2026.050.8022
F-EDLArchitecture=ResNet-18, Uncertainty Type=epistemic, Setting=classical2025.100.7924
F-EDLsetting=standard, uncertainty_estimate=epistemic2026.050.7924
Bootstrap DistillUncertainty Measure=Mutual Information (MI)2024.020.782
END2Uncertainty Measure=Mutual Information (MI)2024.020.766
Fisher-EDLUncertainty Measure=Differential Entropy (Dent)2024.020.754
DAEDLArchitecture=ResNet-18, Uncertainty Type=epistemic, Setting=classical2025.100.7504
DAEDLsetting=standard, uncertainty_estimate=epistemic2026.050.7504
Fisher-EDLUncertainty Measure=Mutual Information (MI)2024.020.748
Re-EDLsetting=standard, uncertainty_estimate=epistemic2026.050.7467
EDLUncertainty Measure=Mutual Information (MI)2024.020.737
EDLUncertainty Measure=Differential Entropy (Dent)2024.020.735
I-EDLArchitecture=ResNet-18, Uncertainty Type=epistemic, Setting=classical2025.100.7334
I-EDLsetting=standard, uncertainty_estimate=epistemic2026.050.7334
PostNetUncertainty Measure=Differential Entropy (Dent)2024.020.72
S2DUncertainty Measure=Mutual Information (MI)2024.020.715
BMUncertainty Measure=Mutual Information (MI)2024.020.714
R-EDLArchitecture=ResNet-18, Uncertainty Type=epistemic, Setting=classical2025.100.711
R-EDLsetting=standard, uncertainty_estimate=epistemic2026.050.711
BMUncertainty Measure=Differential Entropy (Dent)2024.020.702
SSDSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.685
MDSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6733
SSDSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6548
EDLArchitecture=ResNet-18, Uncertainty Type=epistemic, Setting=classical2025.100.6532
EDLsetting=standard, uncertainty_estimate=epistemic2026.050.6532
PostNetUncertainty Measure=Mutual Information (MI)2024.020.644
RPriorNetUncertainty Measure=Differential Entropy (Dent)2024.020.631
RPriorNetUncertainty Measure=Mutual Information (MI)2024.020.616
RotSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.5863
RotSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.574
S2DUncertainty Measure=Differential Entropy (Dent)2024.020.509
NatPNUncertainty Measure=Differential Entropy (Dent)2024.020.496
NatPNUncertainty Measure=Mutual Information (MI)2024.020.435